The EOSC-Future/RDA Artificial Intelligence and Data Visitation Working Group (AIDV-WG) is a global, interdisciplinary initiative that examines how artificial intelligence intersects with data visitation protocols, research infrastructures, and open science frameworks. The group’s primary aim is to provide practical, actionable solutions for addressing the ethical, legal, technical, and policy-related challenges posed by the integration of AI into data-driven scientific research—particularly in federated, cross-border, and sensitive data contexts. Through international collaboration, the AIDV-WG has produced a suite of high-impact outputs, including the global adaptation of the AI Bill of Rights for research environments, detailed guidance on obtaining informed consent for data visitation, recommendations for establishing secure processing environments (SPEs), and criteria for ethical review of AI-enabled research projects. These deliverables are tailored to support research institutions, ethics committees, infrastructure providers, and policy advisors in developing responsible and compliant AI research practices. The group’s activities are closely aligned with broader open science initiatives, such as the European Open Science Cloud (EOSC), and with international policy frameworks set by the G20, UN, African Union, EU, Latin America, USA, Australia, ISC, and other multilateral bodies. By convening experts from multiple sectors and regions, the AIDV-WG acts as a bridge between high-level governance frameworks and the practical implementation of trustworthy AI in science.